mirror of
https://github.com/ParisNeo/lollms-webui.git
synced 2024-12-22 05:37:48 +00:00
193 lines
7.3 KiB
Python
193 lines
7.3 KiB
Python
"""
|
|
project: lollms_webui
|
|
file: lollms_discussion.py
|
|
author: ParisNeo
|
|
description:
|
|
This module contains a set of FastAPI routes that provide information about the Lord of Large Language and Multimodal Systems (LoLLMs) Web UI
|
|
application. These routes allow users to manipulate the discussion elements.
|
|
|
|
"""
|
|
from fastapi import APIRouter, Request
|
|
from lollms_webui import LOLLMSWebUI
|
|
from pydantic import BaseModel
|
|
from starlette.responses import StreamingResponse
|
|
from lollms.types import MSG_TYPE
|
|
from lollms.utilities import detect_antiprompt, remove_text_from_string, trace_exception
|
|
from ascii_colors import ASCIIColors
|
|
from api.db import DiscussionsDB, Discussion
|
|
|
|
from safe_store.text_vectorizer import TextVectorizer, VectorizationMethod, VisualizationMethod
|
|
import tqdm
|
|
|
|
class GenerateRequest(BaseModel):
|
|
text: str
|
|
|
|
class DatabaseSelectionParameters(BaseModel):
|
|
name: str
|
|
|
|
class EditTitleParameters(BaseModel):
|
|
client_id: str
|
|
title: str
|
|
id: int
|
|
|
|
class MakeTitleParameters(BaseModel):
|
|
id: int
|
|
|
|
class DeleteDiscussionParameters(BaseModel):
|
|
client_id: str
|
|
id: int
|
|
|
|
# ----------------------- Defining router and main class ------------------------------
|
|
|
|
router = APIRouter()
|
|
lollmsElfServer:LOLLMSWebUI = LOLLMSWebUI.get_instance()
|
|
|
|
|
|
@router.get("/list_discussions")
|
|
def list_discussions():
|
|
discussions = lollmsElfServer.db.get_discussions()
|
|
return discussions
|
|
|
|
|
|
@router.get("/list_databases")
|
|
async def list_databases():
|
|
"""List all the personal databases in the LoLLMs server."""
|
|
# Retrieve the list of database names
|
|
databases = [f.name for f in lollmsElfServer.lollms_paths.personal_databases_path.iterdir() if f.suffix == ".db"]
|
|
# Return the list of database names
|
|
return databases
|
|
|
|
@router.post("/select_database")
|
|
def select_database(data:DatabaseSelectionParameters):
|
|
if not data.name.endswith(".db"):
|
|
data.name += ".db"
|
|
print(f'Selecting database {data.name}')
|
|
# Create database object
|
|
lollmsElfServer.db = DiscussionsDB(lollmsElfServer.lollms_paths.personal_databases_path/data.name)
|
|
ASCIIColors.info("Checking discussions database... ",end="")
|
|
lollmsElfServer.db.create_tables()
|
|
lollmsElfServer.db.add_missing_columns()
|
|
lollmsElfServer.config.db_path = data.name
|
|
ASCIIColors.success("ok")
|
|
|
|
if lollmsElfServer.config.auto_save:
|
|
lollmsElfServer.config.save_config()
|
|
|
|
if lollmsElfServer.config.data_vectorization_activate and lollmsElfServer.config.use_discussions_history:
|
|
try:
|
|
ASCIIColors.yellow("0- Detected discussion vectorization request")
|
|
folder = lollmsElfServer.lollms_paths.personal_databases_path/"vectorized_dbs"
|
|
folder.mkdir(parents=True, exist_ok=True)
|
|
lollmsElfServer.long_term_memory = TextVectorizer(
|
|
vectorization_method=VectorizationMethod.TFIDF_VECTORIZER,#=VectorizationMethod.BM25_VECTORIZER,
|
|
database_path=folder/lollmsElfServer.config.db_path,
|
|
data_visualization_method=VisualizationMethod.PCA,#VisualizationMethod.PCA,
|
|
save_db=True
|
|
)
|
|
ASCIIColors.yellow("1- Exporting discussions")
|
|
lollmsElfServer.info("Exporting discussions")
|
|
discussions = lollmsElfServer.db.export_all_as_markdown_list_for_vectorization()
|
|
ASCIIColors.yellow("2- Adding discussions to vectorizer")
|
|
lollmsElfServer.info("Adding discussions to vectorizer")
|
|
index = 0
|
|
nb_discussions = len(discussions)
|
|
|
|
for (title,discussion) in tqdm(discussions):
|
|
lollmsElfServer.socketio.emit('update_progress',{'value':int(100*(index/nb_discussions))})
|
|
index += 1
|
|
if discussion!='':
|
|
skill = lollmsElfServer.learn_from_discussion(title, discussion)
|
|
lollmsElfServer.long_term_memory.add_document(title, skill, chunk_size=lollmsElfServer.config.data_vectorization_chunk_size, overlap_size=lollmsElfServer.config.data_vectorization_overlap_size, force_vectorize=False, add_as_a_bloc=False)
|
|
ASCIIColors.yellow("3- Indexing database")
|
|
lollmsElfServer.info("Indexing database",True, None)
|
|
lollmsElfServer.long_term_memory.index()
|
|
ASCIIColors.yellow("Ready")
|
|
except Exception as ex:
|
|
lollmsElfServer.error(f"Couldn't vectorize the database:{ex}")
|
|
return {"status":False}
|
|
|
|
return {"status":True}
|
|
|
|
|
|
@router.post("/export_discussion")
|
|
def export_discussion():
|
|
return {"discussion_text":lollmsElfServer.get_discussion_to()}
|
|
|
|
|
|
@router.post("/edit_title")
|
|
def edit_title(data:EditTitleParameters):
|
|
client_id = data.client_id
|
|
title = data.title
|
|
discussion_id = data.id
|
|
lollmsElfServer.connections[client_id]["current_discussion"] = Discussion(discussion_id, lollmsElfServer.db)
|
|
lollmsElfServer.connections[client_id]["current_discussion"].rename(title)
|
|
return {'status':True}
|
|
|
|
@router.post("/make_title")
|
|
def make_title(data:MakeTitleParameters):
|
|
ASCIIColors.info("Making title")
|
|
discussion_id = data.id
|
|
discussion = Discussion(discussion_id, lollmsElfServer.db)
|
|
title = lollmsElfServer.make_discussion_title(discussion)
|
|
discussion.rename(title)
|
|
return {'status':True, 'title':title}
|
|
|
|
@router.get("/export")
|
|
def export():
|
|
return lollmsElfServer.db.export_to_json()
|
|
|
|
|
|
@router.post("/make_title")
|
|
def delete_discussion(data: DeleteDiscussionParameters):
|
|
client_id = data.client_id
|
|
discussion_id = data.id
|
|
lollmsElfServer.connections[client_id]["current_discussion"] = Discussion(discussion_id, lollmsElfServer.db)
|
|
lollmsElfServer.connections[client_id]["current_discussion"].delete_discussion()
|
|
lollmsElfServer.connections[client_id]["current_discussion"] = None
|
|
return {'status':True}
|
|
|
|
# ----------------------------- import/export --------------------
|
|
|
|
@router.post("/export_multiple_discussions")
|
|
async def export_multiple_discussions(request: Request):
|
|
"""
|
|
Opens code in vs code.
|
|
|
|
:param request: The HTTP request object.
|
|
:return: A JSON response with the status of the operation.
|
|
"""
|
|
|
|
try:
|
|
data = (await request.json())
|
|
discussion_ids = data["discussion_ids"]
|
|
export_format = data["export_format"]
|
|
|
|
if export_format=="json":
|
|
discussions = lollmsElfServer.db.export_discussions_to_json(discussion_ids)
|
|
elif export_format=="markdown":
|
|
discussions = lollmsElfServer.db.export_discussions_to_markdown(discussion_ids)
|
|
else:
|
|
discussions = lollmsElfServer.db.export_discussions_to_markdown(discussion_ids)
|
|
return discussions
|
|
except Exception as ex:
|
|
trace_exception(ex)
|
|
lollmsElfServer.error(ex)
|
|
return {"status":False,"error":str(ex)}
|
|
|
|
@router.post("/import_multiple_discussions")
|
|
async def import_multiple_discussions(request: Request):
|
|
"""
|
|
Opens code in vs code.
|
|
|
|
:param request: The HTTP request object.
|
|
:return: A JSON response with the status of the operation.
|
|
"""
|
|
|
|
try:
|
|
discussions = (await request.json())["jArray"]
|
|
lollmsElfServer.db.import_from_json(discussions)
|
|
return discussions
|
|
except Exception as ex:
|
|
trace_exception(ex)
|
|
lollmsElfServer.error(ex)
|
|
return {"status":False,"error":str(ex)} |